{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f311092f",
   "metadata": {},
   "source": [
    "---\n",
    "* date:week09\n",
    "* 课程：数据分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6195e160",
   "metadata": {},
   "source": [
    "# 1.数据获取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "1384c8d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "url= 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f183688",
   "metadata": {},
   "source": [
    "* 请求方法: POST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "1036cac9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests,json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "f8bf98d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {\n",
    "    \"data\":{\n",
    "        \"mainSearchPcConditionForm\":{\n",
    "            \"city\":\"050090\",\n",
    "            \"dq\":\"050090\"\n",
    "            ,\"pubTime\":\"\",\n",
    "            \"currentPage\":\"0\",\n",
    "            \"pageSize\":40,\n",
    "            \"key\":\"产品经理\",\n",
    "            \"suggestTag\":\"\",\n",
    "            \"workYearCode\":\"1$3\",\n",
    "            \"compId\":\"\",\n",
    "            \"compName\":\"\",\n",
    "            \"compTag\":\"\",\n",
    "            \"industry\":\"\",\n",
    "            \"salary\":\"\",\n",
    "            \"jobKind\":\"\",\n",
    "            \"compScale\":\"\",\n",
    "            \"compKind\":\"\",\n",
    "            \"compStage\":\"\",\n",
    "            \"eduLevel\":\"\"},\n",
    "        \"passThroughForm\":{\n",
    "            \"scene\":\"condition\",\n",
    "            \"skId\":\"1p2nhy5g7vybfg0z3afdz31abkfr7qaa\",\n",
    "            \"fkId\":\"um7h6evg0ogdl1mhkwwznos38bkeodu8\",\n",
    "            \"ckId\":\"wcprlmlw4jdnrvkjqps3yijvkj847xh8\",\n",
    "            \"suggest\":None\n",
    "        }\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "8ad1ad73",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 伪装成为某台计算机访问数据\n",
    "# headers = {\n",
    "#   'User-Agent':\"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36\"\n",
    "#]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "9646abc0",
   "metadata": {},
   "outputs": [],
   "source": [
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    # 以下User-Agent重要！！！\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "b8a32e66",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(url,data=json.dumps(payload),headers=headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "23d3702b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36', 'Accept-Encoding': 'gzip, deflate, br', 'Accept': 'application/json, text/plain, */*', 'Connection': 'keep-alive', 'Accept-Language': 'zh-CN,zh;q=0.9', 'Cache-Control': 'no-cache', 'Content-Length': '550', 'Content-Type': 'application/json;charset=UTF-8;', 'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637', 'Host': 'apic.liepin.com', 'Origin': 'https://www.liepin.com', 'Pragma': 'no-cache', 'Referer': 'https://www.liepin.com/', 'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"', 'sec-ch-ua-mobile': '?0', 'sec-ch-ua-platform': '\"macOS\"', 'Sec-Fetch-Dest': 'empty', 'Sec-Fetch-Mode': 'cors', 'Sec-Fetch-Site': 'same-site', 'X-Client-Type': 'web', 'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}', 'X-Fscp-Fe-Version': '', 'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}', 'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f', 'X-Fscp-Version': '1.1', 'X-Requested-With': 'XMLHttpRequest', 'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'}"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.request.headers "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "88e03a32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "d61688fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj847xh8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%221p2nhy5g7vybfg0z3afdz31abkfr7qaa%22%2C%22fkId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj847xh8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2247135639%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22jobKind%22%3A%222%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'title': 'pm产品经理',\n",
       "      'salary': '8-15k',\n",
       "      'dq': '深圳-宝安区',\n",
       "      'jobId': '47135639',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=1p2nhy5g7vybfg0z3afdz31abkfr7qaa&fkId=wcprlmlw4jdnrvkjqps3yijvkj847xh8&ckId=wcprlmlw4jdnrvkjqps3yijvkj847xh8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20220216165525',\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1947135639.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '大专',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '87308f241fde688761a8485668ee84be',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '人事',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterId': 'dacd6a5aa3f238c18b38d6f56093b2cd'},\n",
       "     'dataParams': '{\"imId\":\"87308f241fde688761a8485668ee84be\",\"imUserType\":\"2\",\"recruiterName\":\"张女士\",\"jobId\":\"47135639\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"jobKind\":\"2\",\"userId\":\"dacd6a5aa3f238c18b38d6f56093b2cd\"}',\n",
       "     'comp': {'compLogo': '61a0c0e51bd4fb704ea367f707u.jpg',\n",
       "      'compId': 13115993,\n",
       "      'compName': '深圳市粤吉电子有限公司',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/13115993/'}},\n",
       "    {'dataInfo': '%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj847xh8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%221p2nhy5g7vybfg0z3afdz31abkfr7qaa%22%2C%22fkId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj847xh8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2241336797%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22jobKind%22%3A%222%22%7D',\n",
       "     'job': {'labels': ['客户端产品', '市场调研', '产品规划'],\n",
       "      'title': 'PM产品经理',\n",
       "      'salary': '15-20k',\n",
       "      'dq': '深圳-福田区',\n",
       "      'jobId': '41336797',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=1p2nhy5g7vybfg0z3afdz31abkfr7qaa&fkId=wcprlmlw4jdnrvkjqps3yijvkj847xh8&ckId=wcprlmlw4jdnrvkjqps3yijvkj847xh8&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230302102021',\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1941336797.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '大专',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'c722a1d0f24fd7428168f1d83f776855',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '涂女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterId': 'a0de5b1c2c8d3ef5907deb1234888218'},\n",
       "     'dataParams': '{\"imId\":\"c722a1d0f24fd7428168f1d83f776855\",\"imUserType\":\"2\",\"recruiterName\":\"涂女士\",\"jobId\":\"41336797\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\",\"jobKind\":\"2\",\"userId\":\"a0de5b1c2c8d3ef5907deb1234888218\"}',\n",
       "     'comp': {'compStage': '融资未公开',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 12833505,\n",
       "      'compName': '深圳市宇超电子有限公司',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '1-49人',\n",
       "      'link': 'https://www.liepin.com/company/12833505/'}},\n",
       "    {'dataInfo': '%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj847xh8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%221p2nhy5g7vybfg0z3afdz31abkfr7qaa%22%2C%22fkId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj847xh8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2246688361%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22jobKind%22%3A%222%22%7D',\n",
       "     'job': {'labels': ['硬件产品', '电子/半导体/集成电路', '批发/零售', 'to B', '风华'],\n",
       "      'title': '产品经理PM',\n",
       "      'salary': '12-24k',\n",
       "      'dq': '深圳-龙岗区',\n",
       "      'jobId': '46688361',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=1p2nhy5g7vybfg0z3afdz31abkfr7qaa&fkId=wcprlmlw4jdnrvkjqps3yijvkj847xh8&ckId=wcprlmlw4jdnrvkjqps3yijvkj847xh8&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20220516180023',\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1946688361.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '大专',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'e52dfffc495969356aab30ef0ef28cf3',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '吴先生',\n",
       "      'recruiterTitle': '副总经理',\n",
       "      'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg',\n",
       "      'recruiterId': 'f3fccda4a40cd53716f492b568937544'},\n",
       "     'dataParams': '{\"imId\":\"e52dfffc495969356aab30ef0ef28cf3\",\"imUserType\":\"2\",\"recruiterName\":\"吴先生\",\"jobId\":\"46688361\",\"recruiterPhoto\":\"5f8f98698dbe6273dcf8516008u.jpg\",\"jobKind\":\"2\",\"userId\":\"f3fccda4a40cd53716f492b568937544\"}',\n",
       "     'comp': {'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 13095853,\n",
       "      'compName': '谷越电子',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/13095853/'}},\n",
       "    {'dataInfo': '%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj847xh8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%221p2nhy5g7vybfg0z3afdz31abkfr7qaa%22%2C%22fkId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj847xh8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2241705645%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22jobKind%22%3A%222%22%7D',\n",
       "     'job': {'labels': ['客户端产品', '电子/半导体/集成电路', '市场调研', '产品规划'],\n",
       "      'title': '产品经理-电子元器件PM',\n",
       "      'salary': '10-15k',\n",
       "      'dq': '深圳-福田区',\n",
       "      'jobId': '41705645',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=1p2nhy5g7vybfg0z3afdz31abkfr7qaa&fkId=wcprlmlw4jdnrvkjqps3yijvkj847xh8&ckId=wcprlmlw4jdnrvkjqps3yijvkj847xh8&sfrom=search_job_pc&curPage=0&pageSize=40&index=3',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230302101942',\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1941705645.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '本科',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'c722a1d0f24fd7428168f1d83f776855',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '涂女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterId': 'a0de5b1c2c8d3ef5907deb1234888218'},\n",
       "     'dataParams': '{\"imId\":\"c722a1d0f24fd7428168f1d83f776855\",\"imUserType\":\"2\",\"recruiterName\":\"涂女士\",\"jobId\":\"41705645\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\",\"jobKind\":\"2\",\"userId\":\"a0de5b1c2c8d3ef5907deb1234888218\"}',\n",
       "     'comp': {'compStage': '融资未公开',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 12833505,\n",
       "      'compName': '深圳市宇超电子有限公司',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '1-49人',\n",
       "      'link': 'https://www.liepin.com/company/12833505/'}},\n",
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       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=1p2nhy5g7vybfg0z3afdz31abkfr7qaa&fkId=wcprlmlw4jdnrvkjqps3yijvkj847xh8&ckId=wcprlmlw4jdnrvkjqps3yijvkj847xh8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20201113162703',\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1933450391.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '本科',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'ed36e3b2c432f1451b4fb320fc878e26',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '黄先生',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg',\n",
       "      'recruiterId': '0dba4ca61468500851830196cd0de2f0'},\n",
       "     'dataParams': '{\"imId\":\"ed36e3b2c432f1451b4fb320fc878e26\",\"imUserType\":\"2\",\"recruiterName\":\"黄先生\",\"jobId\":\"33450391\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\",\"jobKind\":\"2\",\"userId\":\"0dba4ca61468500851830196cd0de2f0\"}',\n",
       "     'comp': {'compStage': '融资未公开',\n",
       "      'compLogo': '5e531d3529d83a675451c05206u.jpg',\n",
       "      'compId': 9643436,\n",
       "      'compName': '深圳市天河星供应链有限公司',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/9643436/'}},\n",
       "    {'dataInfo': '%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj847xh8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%221p2nhy5g7vybfg0z3afdz31abkfr7qaa%22%2C%22fkId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj847xh8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2237195939%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22jobKind%22%3A%222%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'title': 'PM（进芯/TI）',\n",
       "      'salary': '10-15k',\n",
       "      'dq': '深圳-龙华区',\n",
       "      'jobId': '37195939',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=1p2nhy5g7vybfg0z3afdz31abkfr7qaa&fkId=wcprlmlw4jdnrvkjqps3yijvkj847xh8&ckId=wcprlmlw4jdnrvkjqps3yijvkj847xh8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20210514094908',\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1937195939.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '本科',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '5113411eaba76e112982e990dc084411',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterId': '4f8182d470d9adc9fc3522b636f71431'},\n",
       "     'dataParams': '{\"imId\":\"5113411eaba76e112982e990dc084411\",\"imUserType\":\"2\",\"recruiterName\":\"刘女士\",\"jobId\":\"37195939\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\",\"jobKind\":\"2\",\"userId\":\"4f8182d470d9adc9fc3522b636f71431\"}',\n",
       "     'comp': {'compLogo': '5fc72c10ddcaaa231891b6af08u.png',\n",
       "      'compId': 6145394,\n",
       "      'compName': '鼎芯无限',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/6145394/'}}],\n",
       "   'compList': []},\n",
       "  'pagination': {'currentPage': 0,\n",
       "   'pageSize': 40,\n",
       "   'totalPage': 10,\n",
       "   'totalCounts': 800,\n",
       "   'hasNext': False},\n",
       "  'passThroughData': {'ckId': 'wcprlmlw4jdnrvkjqps3yijvkj847xh8',\n",
       "   'scene': 'condition',\n",
       "   'skId': '1p2nhy5g7vybfg0z3afdz31abkfr7qaa',\n",
       "   'fkId': 'wcprlmlw4jdnrvkjqps3yijvkj847xh8',\n",
       "   'sfrom': 'search_job_pc'}}}"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_liepin = r.json()\n",
    "data_liepin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "432a1c97",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "266d797c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"87308f241fde688761a8485668ee84be\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>pm产品经理</td>\n",
       "      <td>8-15k</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>47135639</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20220216165525</td>\n",
       "      <td>...</td>\n",
       "      <td>人事</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>dacd6a5aa3f238c18b38d6f56093b2cd</td>\n",
       "      <td>61a0c0e51bd4fb704ea367f707u.jpg</td>\n",
       "      <td>13115993.0</td>\n",
       "      <td>深圳市粤吉电子有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/13115993/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"c722a1d0f24fd7428168f1d83f776855\",\"im...</td>\n",
       "      <td>[客户端产品, 市场调研, 产品规划]</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>41336797</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230302102021</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>a0de5b1c2c8d3ef5907deb1234888218</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12833505.0</td>\n",
       "      <td>深圳市宇超电子有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12833505/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"e52dfffc495969356aab30ef0ef28cf3\",\"im...</td>\n",
       "      <td>[硬件产品, 电子/半导体/集成电路, 批发/零售, to B, 风华]</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>12-24k</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>46688361</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20220516180023</td>\n",
       "      <td>...</td>\n",
       "      <td>副总经理</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>f3fccda4a40cd53716f492b568937544</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13095853.0</td>\n",
       "      <td>谷越电子</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/13095853/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"c722a1d0f24fd7428168f1d83f776855\",\"im...</td>\n",
       "      <td>[客户端产品, 电子/半导体/集成电路, 市场调研, 产品规划]</td>\n",
       "      <td>产品经理-电子元器件PM</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>41705645</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230302101942</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>a0de5b1c2c8d3ef5907deb1234888218</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12833505.0</td>\n",
       "      <td>深圳市宇超电子有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12833505/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"c722a1d0f24fd7428168f1d83f776855\",\"im...</td>\n",
       "      <td>[数据分析, ppt, erp]</td>\n",
       "      <td>PM产品经理-电子元器件</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>深圳</td>\n",
       "      <td>41004871</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230302101853</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>a0de5b1c2c8d3ef5907deb1234888218</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12833505.0</td>\n",
       "      <td>深圳市宇超电子有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12833505/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"63742909d8072181b01ab0b6a8525841\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>PM（产品经理、项目经理）</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>40391341</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20220610170832</td>\n",
       "      <td>...</td>\n",
       "      <td>行政人事助理</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>bccdcf28c19c0bdfb75d2e35d43ed7ed</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12801753.0</td>\n",
       "      <td>深圳市星日电子有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/company/12801753/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"215418cdd8f8d6109552a237d109804b\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>PM/产品线经理</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>57499293</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230403142549</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>44706fecba67ac787f1c87234ea5d452</td>\n",
       "      <td>5d11ef199fae687d439b7b5108u.jpg</td>\n",
       "      <td>10096713.0</td>\n",
       "      <td>致远达</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/10096713/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"c7641a69cf38dca278f5885b11a76839\",\"im...</td>\n",
       "      <td>[芯片产品经理]</td>\n",
       "      <td>PM/产品经理（埃赋隆/射频/RF)</td>\n",
       "      <td>12-25k·13薪</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>48715809</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230419094818</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>620b0b321cd3cd37445a7c6301u.png</td>\n",
       "      <td>0bf0722094c925ae8c9f9862da3ad695</td>\n",
       "      <td>5fc72c10ddcaaa231891b6af08u.png</td>\n",
       "      <td>6145394.0</td>\n",
       "      <td>鼎芯无限</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/6145394/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"c7641a69cf38dca278f5885b11a76839\",\"im...</td>\n",
       "      <td>[半导体产品经理]</td>\n",
       "      <td>PM/产品经理（楼氏/硅麦/音频）</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>48715457</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230419094818</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>620b0b321cd3cd37445a7c6301u.png</td>\n",
       "      <td>0bf0722094c925ae8c9f9862da3ad695</td>\n",
       "      <td>5fc72c10ddcaaa231891b6af08u.png</td>\n",
       "      <td>6145394.0</td>\n",
       "      <td>鼎芯无限</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/6145394/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"bb02d555253e7621befa578784e31c32\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>PM产品经理（国产线）</td>\n",
       "      <td>15-20k·17薪</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>53387013</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230418143242</td>\n",
       "      <td>...</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>5fffedb3c95fba5858c5013505u.png</td>\n",
       "      <td>8aa92dd412eb06e46a7c8b874d26147b</td>\n",
       "      <td>5bfea32574719d2aa34c7baa03a.png</td>\n",
       "      <td>8848277.0</td>\n",
       "      <td>杭州宇晔科技有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8848277/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"bb02d555253e7621befa578784e31c32\",\"im...</td>\n",
       "      <td>[电子元器件, ST, MCU, 芯片, 功率器件]</td>\n",
       "      <td>PM产品经理（ST）</td>\n",
       "      <td>15-20k·17薪</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>50843897</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230418143242</td>\n",
       "      <td>...</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>5fffedb3c95fba5858c5013505u.png</td>\n",
       "      <td>8aa92dd412eb06e46a7c8b874d26147b</td>\n",
       "      <td>5bfea32574719d2aa34c7baa03a.png</td>\n",
       "      <td>8848277.0</td>\n",
       "      <td>杭州宇晔科技有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8848277/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"075d339957427e8816045c5c81f662c6\",\"im...</td>\n",
       "      <td>[面销, 客户管理, 电子/通信/硬件, 代理线, 芯片/半导体]</td>\n",
       "      <td>芯片PM/产品经理</td>\n",
       "      <td>14-22k·14薪</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>50753041</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20220629135755</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>62562350085cf31fd464778405u.png</td>\n",
       "      <td>58846efd49a4cba0dc8d360b67ebd199</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12638957.0</td>\n",
       "      <td>深圳市桑尼奇科技有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12638957/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"9ef10a22540106e52efebeb7f272cb14\",\"im...</td>\n",
       "      <td>[电子/半导体, 新能源汽车, 市场洞察, 半导体, 汽车行业, 贸易/进出口, 经济学, ...</td>\n",
       "      <td>元器件、半导体器件PM经理（产品经理）</td>\n",
       "      <td>8-12k</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>49943527</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20220526094603</td>\n",
       "      <td>...</td>\n",
       "      <td>人事</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>caab04b3ff64640a970ad174b7fd78f8</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13214291.0</td>\n",
       "      <td>深圳市华瑞拓科技有限公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/13214291/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"849b4ddc5aac91bcee7b65a82243fe9b\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>华大时空国际产品经理(J17759)</td>\n",
       "      <td>13-26k</td>\n",
       "      <td>深圳-盐田区</td>\n",
       "      <td>42127575</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20220628103155</td>\n",
       "      <td>...</td>\n",
       "      <td>HRSM</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>ca2016bc1c48c18244cd647a05b76b19</td>\n",
       "      <td>611f509cf19ff06005ec915502u.png</td>\n",
       "      <td>6622708.0</td>\n",
       "      <td>华大集团</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/6622708/</td>\n",
       "      <td>创业板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"dad34517ef69dc362b1d8d3fa16dcfe7\",\"im...</td>\n",
       "      <td>[电子/半导体/集成电路, 采购, 团队管理]</td>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>9-10k·15薪</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>51918779</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20220831112759</td>\n",
       "      <td>...</td>\n",
       "      <td>综合管理部负责人</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>54ef7a66b0909406dd3537368ff8503a</td>\n",
       "      <td>61401a4453180f61ae51c33208u.png</td>\n",
       "      <td>12641515.0</td>\n",
       "      <td>东芯信息技术有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12641515/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"cce1e24e3a7fb78bbf1edd1f3249a09c\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>PM</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>48663755</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20220406093504</td>\n",
       "      <td>...</td>\n",
       "      <td>行政人事</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>60b992d7ea607ad669b29093a4d275f7</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13090593.0</td>\n",
       "      <td>深圳市氮化镓电子科技有限公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/13090593/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"4ef5526798483a4de37b0b202b2adc1c\",\"im...</td>\n",
       "      <td>[电子/通信/硬件]</td>\n",
       "      <td>产品线经理</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>52014895</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230419090541</td>\n",
       "      <td>...</td>\n",
       "      <td>人事</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>e040df2a2277bc9edfc50be1acb5a8aa</td>\n",
       "      <td>61d5701e9c49ff7ec564562301u.png</td>\n",
       "      <td>12260991.0</td>\n",
       "      <td>中印云端</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12260991/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"8d6da8f4165a3d1c755afdb1bc565971\",\"im...</td>\n",
       "      <td>[数据产品, 电子/半导体/集成电路, 采购, 团队管理]</td>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>6-8k</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>57528447</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230412163304</td>\n",
       "      <td>...</td>\n",
       "      <td>人事</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>85f48c037234208217df1094e0e11f27</td>\n",
       "      <td>619e19271bd4fb704e63cf0206u.jpg</td>\n",
       "      <td>13484819.0</td>\n",
       "      <td>深圳市新展星科技有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/13484819/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"3778dc9dac58adb19427b88c78d2ff1f\",\"im...</td>\n",
       "      <td>[市场经理]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-20k·13薪</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>48231015</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20220422153829</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>62da499af92f895ebdb8ee4e08u.png</td>\n",
       "      <td>65c6db4dcc27e7ab68c763a4e737ba33</td>\n",
       "      <td>5ff41a69bebf7311a41e7a3404u.png</td>\n",
       "      <td>8397520.0</td>\n",
       "      <td>今朝时代</td>\n",
       "      <td>新能源</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8397520/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"485325b060f91cafb46026be1342d1d5\",\"im...</td>\n",
       "      <td>[产品线, 电子/半导体/集成电路]</td>\n",
       "      <td>产品线经理</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>57730059</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230419083416</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>07dcaf198f45f65574011dd329f093d7</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>8921762.0</td>\n",
       "      <td>鹏源电子</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8921762/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"b55d9a5a4c18bce659fa1edc56d4cb5e\",\"im...</td>\n",
       "      <td>[平台产品, 广告产品, 广告行业, 设计服务, 产品设计, 数据分析]</td>\n",
       "      <td>日语产品经理（商业化广告）</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>56963399</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230314164218</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>1e22f5abc64dd260df17bb0b8af73304</td>\n",
       "      <td>5bfe93af74719d9f609aaaef03a.png</td>\n",
       "      <td>884492.0</td>\n",
       "      <td>Baidu</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/884492/</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"0a688ef11f4c33e4c051c4e7ef49e137\",\"im...</td>\n",
       "      <td>[策略产品, 电子/半导体/集成电路]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>13-26k·13薪</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>57538785</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230404145146</td>\n",
       "      <td>...</td>\n",
       "      <td>HRM</td>\n",
       "      <td>5642f32c45ce13020d13d3e404a.jpg</td>\n",
       "      <td>6f6dce4e3dd155bf56fec7fff3dfa83a</td>\n",
       "      <td>5bfea22a74719d2aa34c4cfb03a.png</td>\n",
       "      <td>8459795.0</td>\n",
       "      <td>深圳市盛思达通讯技术有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/8459795/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"e42b00f1f4294962f613adff368c4fcc\",\"im...</td>\n",
       "      <td>[平台产品, 广告产品, 广告行业, 设计服务, 产品设计, 数据分析]</td>\n",
       "      <td>国际化产品研发中心（深圳）_产品经理（日语）</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>56717519</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230306140836</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>50fe2f632d349f2a3c6aee9f024641f6</td>\n",
       "      <td>5bfe93af74719d9f609aaaef03a.png</td>\n",
       "      <td>884492.0</td>\n",
       "      <td>Baidu</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/884492/</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"a734860c946756487305a8d8367242c1\",\"im...</td>\n",
       "      <td>[工具产品, 后台产品, 电子商务, 产品设计, 数据分析, 用户研究, 产品规划, 竞品分析]</td>\n",
       "      <td>0351WC-产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>深圳</td>\n",
       "      <td>52912139</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20220929184405</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>5d72172528021708fa36ed3207u.jpg</td>\n",
       "      <td>c4b3c15916fee55e58ec937f0a636401</td>\n",
       "      <td>5d721a85d0e79f08cff0e3d107u.png</td>\n",
       "      <td>7951209.0</td>\n",
       "      <td>平安财险</td>\n",
       "      <td>保险</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/7951209/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"c33db9a86ed090f1ee7b65a82243fe9b\",\"im...</td>\n",
       "      <td>[数据产品, 电商产品, 电子商务]</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>深圳</td>\n",
       "      <td>34019305</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20201203181947</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>3518d4ce443ddf9025bf53e1134c58bd</td>\n",
       "      <td>5e0088decd52473b9414170806u.png</td>\n",
       "      <td>9413435.0</td>\n",
       "      <td>深圳虾皮信息科技有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/9413435/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"78aa630a354bff973eaad1f295204b5b\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理(power)</td>\n",
       "      <td>10-18k</td>\n",
       "      <td>深圳</td>\n",
       "      <td>31729167</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230418120737</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>ade0801c8e79829f2f68035f26a821e6</td>\n",
       "      <td>5cfe03349fae687d4388193302u.jpg</td>\n",
       "      <td>7908205.0</td>\n",
       "      <td>深圳市芯智科技有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/7908205/</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"33bf785de0ff42b75cdc5609f64d71df\",\"im...</td>\n",
       "      <td>[汽车行业, 用户研究]</td>\n",
       "      <td>产品经理（传感器组件）</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>55704885</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230407143743</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>325cfab68b7093eae78eb25fb974d371</td>\n",
       "      <td>6188b8214ef2e6741ecc880e05u.png</td>\n",
       "      <td>9105087.0</td>\n",
       "      <td>深圳市普利达投资有限公司</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/9105087/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"e42b00f1f4294962f613adff368c4fcc\",\"im...</td>\n",
       "      <td>[平台产品, 广告产品, 广告行业, 设计服务, 产品设计, 数据分析]</td>\n",
       "      <td>日语产品经理（商业化广告）</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>56873417</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230310162809</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>50fe2f632d349f2a3c6aee9f024641f6</td>\n",
       "      <td>5bfe93af74719d9f609aaaef03a.png</td>\n",
       "      <td>884492.0</td>\n",
       "      <td>Baidu</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/884492/</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"073e7f3d615fbf4744028f553778c6e1\",\"im...</td>\n",
       "      <td>[PM , 功率器件, IGBT, MOSFET, 新能源, 电源, 二极管, 电子元器件,...</td>\n",
       "      <td>产品经理（半导体行业）</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>52669147</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230227174219</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>0f490e3b52d7b4d209f146570e06808e</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>8921762.0</td>\n",
       "      <td>鹏源电子</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8921762/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"65720ba99e1cb64fb74007bb53955074\",\"im...</td>\n",
       "      <td>[原型设计, 需求调研, Visio, 产品设计]</td>\n",
       "      <td>C端产品经理</td>\n",
       "      <td>18-25k</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>44493189</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>1</td>\n",
       "      <td>20230317103822</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5f8fa3bddfb13a7dee343d7608u.png</td>\n",
       "      <td>a4b5617a4de6676db18c0704c63a288b</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某深圳互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>50-99人</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"0a4f64b46432b033a88090c0f9b26513\",\"im...</td>\n",
       "      <td>[客户端产品, 电子/半导体/集成电路, 用户研究]</td>\n",
       "      <td>资深产品经理</td>\n",
       "      <td>10-11k</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>56740677</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230417102821</td>\n",
       "      <td>...</td>\n",
       "      <td>商务专员</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>1185646b724f9912c393eccc5f8b43d1</td>\n",
       "      <td>60eeb62a5f5b8a6b840f236a08u.png</td>\n",
       "      <td>12830957.0</td>\n",
       "      <td>深圳市高维智创科技有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12830957/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"962c8e8f2771b45b2982e990dc084411\",\"im...</td>\n",
       "      <td>[产品设计, axure, visio]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>37140805</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20210430140724</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>fd7dd8f754886d774161b7e5b63b3047</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>10199029.0</td>\n",
       "      <td>深圳未来立体教育科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/10199029/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"efd33eaf78728241d6a9d1214a39013b\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理助理（PMA）</td>\n",
       "      <td>5-7k</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>36791449</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20210309162245</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>e405f2bd08101e8744244a2762d194df</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12558273.0</td>\n",
       "      <td>全科科技(深圳)有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/company/12558273/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"53d3dd4392010f3c1118e52d65fb8ab7\",\"im...</td>\n",
       "      <td>[需求分析]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>深圳</td>\n",
       "      <td>41160249</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20210718114407</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>c935e47727d33a13b284a886ab03bea6</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>9636419.0</td>\n",
       "      <td>深圳市芯晔微电子有限公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/9636419/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"6f1927a9d31a7386fdb07c5a03f49b8b\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Product Manager(A3905)</td>\n",
       "      <td>13-24k·15薪</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>54678135</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230221141831</td>\n",
       "      <td>...</td>\n",
       "      <td>HRBP（招聘）</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>7a3ba7d0567750c11841b2be31b0afc3</td>\n",
       "      <td>60e65d04e2df5862a0867b0c05u.png</td>\n",
       "      <td>8697730.0</td>\n",
       "      <td>一面数据</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8697730/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"aa97a00fc4da1e5993bfd302333462b2\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>25-30k·13薪</td>\n",
       "      <td>深圳</td>\n",
       "      <td>44100127</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>1</td>\n",
       "      <td>20230306111458</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6164e54df9e37739b63b049406u.jpg</td>\n",
       "      <td>41384ea454666bcacc7bba7bbcee7e85</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某深圳电子/半导体/集成电路公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"d9dddff05bc6a12d6b15966466d2d9d8\",\"im...</td>\n",
       "      <td>[客户端产品, 团队管理]</td>\n",
       "      <td>激光雷达光源PM</td>\n",
       "      <td>12-25k</td>\n",
       "      <td>深圳-坪山区</td>\n",
       "      <td>48271787</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20220331154158</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>a922ac29509278643e470bd235d0b110</td>\n",
       "      <td>5b45a74e8e508f32d969d7f204a.png</td>\n",
       "      <td>1619616.0</td>\n",
       "      <td>昂纳科技集团</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/1619616/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"5ad4f29fddd27b982d35dd2fe73dcd48\",\"im...</td>\n",
       "      <td>[硬件产品, 硬件系统集成, 电子产品及配件, 电子/半导体/集成电路]</td>\n",
       "      <td>电子元器件产品专员/PM</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>深圳</td>\n",
       "      <td>54233049</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20221122135444</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>48e55530b04b34b40c5fa28838a5a1b2</td>\n",
       "      <td>637609360ce01330f848c72605u.png</td>\n",
       "      <td>9384361.0</td>\n",
       "      <td>深圳市注海科技有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/9384361/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"ed36e3b2c432f1451b4fb320fc878e26\",\"im...</td>\n",
       "      <td>[fae]</td>\n",
       "      <td>传感器sensor FAE 产品经理</td>\n",
       "      <td>8-20k</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>33450391</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20201113162703</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>0dba4ca61468500851830196cd0de2f0</td>\n",
       "      <td>5e531d3529d83a675451c05206u.jpg</td>\n",
       "      <td>9643436.0</td>\n",
       "      <td>深圳市天河星供应链有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9643436/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...</td>\n",
       "      <td>{\"imId\":\"5113411eaba76e112982e990dc084411\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>PM（进芯/TI）</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>37195939</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20210514094908</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>4f8182d470d9adc9fc3522b636f71431</td>\n",
       "      <td>5fc72c10ddcaaa231891b6af08u.png</td>\n",
       "      <td>6145394.0</td>\n",
       "      <td>鼎芯无限</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/6145394/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
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       "38  %7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...   \n",
       "39  %7B%22ckId%22%3A%22wcprlmlw4jdnrvkjqps3yijvkj8...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"imId\":\"87308f241fde688761a8485668ee84be\",\"im...   \n",
       "1   {\"imId\":\"c722a1d0f24fd7428168f1d83f776855\",\"im...   \n",
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       "7   {\"imId\":\"c7641a69cf38dca278f5885b11a76839\",\"im...   \n",
       "8   {\"imId\":\"c7641a69cf38dca278f5885b11a76839\",\"im...   \n",
       "9   {\"imId\":\"bb02d555253e7621befa578784e31c32\",\"im...   \n",
       "10  {\"imId\":\"bb02d555253e7621befa578784e31c32\",\"im...   \n",
       "11  {\"imId\":\"075d339957427e8816045c5c81f662c6\",\"im...   \n",
       "12  {\"imId\":\"9ef10a22540106e52efebeb7f272cb14\",\"im...   \n",
       "13  {\"imId\":\"849b4ddc5aac91bcee7b65a82243fe9b\",\"im...   \n",
       "14  {\"imId\":\"dad34517ef69dc362b1d8d3fa16dcfe7\",\"im...   \n",
       "15  {\"imId\":\"cce1e24e3a7fb78bbf1edd1f3249a09c\",\"im...   \n",
       "16  {\"imId\":\"4ef5526798483a4de37b0b202b2adc1c\",\"im...   \n",
       "17  {\"imId\":\"8d6da8f4165a3d1c755afdb1bc565971\",\"im...   \n",
       "18  {\"imId\":\"3778dc9dac58adb19427b88c78d2ff1f\",\"im...   \n",
       "19  {\"imId\":\"485325b060f91cafb46026be1342d1d5\",\"im...   \n",
       "20  {\"imId\":\"b55d9a5a4c18bce659fa1edc56d4cb5e\",\"im...   \n",
       "21  {\"imId\":\"0a688ef11f4c33e4c051c4e7ef49e137\",\"im...   \n",
       "22  {\"imId\":\"e42b00f1f4294962f613adff368c4fcc\",\"im...   \n",
       "23  {\"imId\":\"a734860c946756487305a8d8367242c1\",\"im...   \n",
       "24  {\"imId\":\"c33db9a86ed090f1ee7b65a82243fe9b\",\"im...   \n",
       "25  {\"imId\":\"78aa630a354bff973eaad1f295204b5b\",\"im...   \n",
       "26  {\"imId\":\"33bf785de0ff42b75cdc5609f64d71df\",\"im...   \n",
       "27  {\"imId\":\"e42b00f1f4294962f613adff368c4fcc\",\"im...   \n",
       "28  {\"imId\":\"073e7f3d615fbf4744028f553778c6e1\",\"im...   \n",
       "29  {\"imId\":\"65720ba99e1cb64fb74007bb53955074\",\"im...   \n",
       "30  {\"imId\":\"0a4f64b46432b033a88090c0f9b26513\",\"im...   \n",
       "31  {\"imId\":\"962c8e8f2771b45b2982e990dc084411\",\"im...   \n",
       "32  {\"imId\":\"efd33eaf78728241d6a9d1214a39013b\",\"im...   \n",
       "33  {\"imId\":\"53d3dd4392010f3c1118e52d65fb8ab7\",\"im...   \n",
       "34  {\"imId\":\"6f1927a9d31a7386fdb07c5a03f49b8b\",\"im...   \n",
       "35  {\"imId\":\"aa97a00fc4da1e5993bfd302333462b2\",\"im...   \n",
       "36  {\"imId\":\"d9dddff05bc6a12d6b15966466d2d9d8\",\"im...   \n",
       "37  {\"imId\":\"5ad4f29fddd27b982d35dd2fe73dcd48\",\"im...   \n",
       "38  {\"imId\":\"ed36e3b2c432f1451b4fb320fc878e26\",\"im...   \n",
       "39  {\"imId\":\"5113411eaba76e112982e990dc084411\",\"im...   \n",
       "\n",
       "                                           job.labels               job.title  \\\n",
       "0                                                  []                  pm产品经理   \n",
       "1                                 [客户端产品, 市场调研, 产品规划]                  PM产品经理   \n",
       "2                [硬件产品, 电子/半导体/集成电路, 批发/零售, to B, 风华]                  产品经理PM   \n",
       "3                    [客户端产品, 电子/半导体/集成电路, 市场调研, 产品规划]            产品经理-电子元器件PM   \n",
       "4                                    [数据分析, ppt, erp]            PM产品经理-电子元器件   \n",
       "5                                                  []           PM（产品经理、项目经理）   \n",
       "6                                                  []                PM/产品线经理   \n",
       "7                                            [芯片产品经理]      PM/产品经理（埃赋隆/射频/RF)   \n",
       "8                                           [半导体产品经理]       PM/产品经理（楼氏/硅麦/音频）   \n",
       "9                                                  []             PM产品经理（国产线）   \n",
       "10                         [电子元器件, ST, MCU, 芯片, 功率器件]              PM产品经理（ST）   \n",
       "11                  [面销, 客户管理, 电子/通信/硬件, 代理线, 芯片/半导体]               芯片PM/产品经理   \n",
       "12  [电子/半导体, 新能源汽车, 市场洞察, 半导体, 汽车行业, 贸易/进出口, 经济学, ...     元器件、半导体器件PM经理（产品经理）   \n",
       "13                                                 []      华大时空国际产品经理(J17759)   \n",
       "14                            [电子/半导体/集成电路, 采购, 团队管理]                  产品经理助理   \n",
       "15                                                 []                      PM   \n",
       "16                                         [电子/通信/硬件]                   产品线经理   \n",
       "17                      [数据产品, 电子/半导体/集成电路, 采购, 团队管理]                  产品经理助理   \n",
       "18                                             [市场经理]                    产品经理   \n",
       "19                                 [产品线, 电子/半导体/集成电路]                   产品线经理   \n",
       "20               [平台产品, 广告产品, 广告行业, 设计服务, 产品设计, 数据分析]           日语产品经理（商业化广告）   \n",
       "21                                [策略产品, 电子/半导体/集成电路]                    产品经理   \n",
       "22               [平台产品, 广告产品, 广告行业, 设计服务, 产品设计, 数据分析]  国际化产品研发中心（深圳）_产品经理（日语）   \n",
       "23   [工具产品, 后台产品, 电子商务, 产品设计, 数据分析, 用户研究, 产品规划, 竞品分析]             0351WC-产品经理   \n",
       "24                                 [数据产品, 电商产品, 电子商务]                  数据产品经理   \n",
       "25                                                 []             产品经理(power)   \n",
       "26                                       [汽车行业, 用户研究]             产品经理（传感器组件）   \n",
       "27               [平台产品, 广告产品, 广告行业, 设计服务, 产品设计, 数据分析]           日语产品经理（商业化广告）   \n",
       "28  [PM , 功率器件, IGBT, MOSFET, 新能源, 电源, 二极管, 电子元器件,...             产品经理（半导体行业）   \n",
       "29                          [原型设计, 需求调研, Visio, 产品设计]                  C端产品经理   \n",
       "30                         [客户端产品, 电子/半导体/集成电路, 用户研究]                  资深产品经理   \n",
       "31                               [产品设计, axure, visio]                    产品经理   \n",
       "32                                                 []             产品经理助理（PMA）   \n",
       "33                                             [需求分析]                    产品经理   \n",
       "34                                                 []  Product Manager(A3905)   \n",
       "35                                                 []         Product Manager   \n",
       "36                                      [客户端产品, 团队管理]                激光雷达光源PM   \n",
       "37               [硬件产品, 硬件系统集成, 电子产品及配件, 电子/半导体/集成电路]            电子元器件产品专员/PM   \n",
       "38                                              [fae]      传感器sensor FAE 产品经理   \n",
       "39                                                 []               PM（进芯/TI）   \n",
       "\n",
       "    job.salary  job.dq job.jobId  \\\n",
       "0        8-15k  深圳-宝安区  47135639   \n",
       "1       15-20k  深圳-福田区  41336797   \n",
       "2       12-24k  深圳-龙岗区  46688361   \n",
       "3       10-15k  深圳-福田区  41705645   \n",
       "4       10-15k      深圳  41004871   \n",
       "5       10-15k  深圳-南山区  40391341   \n",
       "6       10-15k  深圳-南山区  57499293   \n",
       "7   12-25k·13薪  深圳-龙华区  48715809   \n",
       "8   12-20k·13薪  深圳-龙华区  48715457   \n",
       "9   15-20k·17薪  深圳-福田区  53387013   \n",
       "10  15-20k·17薪  深圳-福田区  50843897   \n",
       "11  14-22k·14薪  深圳-宝安区  50753041   \n",
       "12       8-12k  深圳-龙华区  49943527   \n",
       "13      13-26k  深圳-盐田区  42127575   \n",
       "14   9-10k·15薪  深圳-南山区  51918779   \n",
       "15  10-15k·13薪  深圳-龙华区  48663755   \n",
       "16      20-40k  深圳-南山区  52014895   \n",
       "17        6-8k  深圳-福田区  57528447   \n",
       "18  15-20k·13薪  深圳-福田区  48231015   \n",
       "19      15-25k  深圳-福田区  57730059   \n",
       "20  20-40k·16薪  深圳-南山区  56963399   \n",
       "21  13-26k·13薪  深圳-南山区  57538785   \n",
       "22  20-40k·16薪  深圳-南山区  56717519   \n",
       "23        薪资面议      深圳  52912139   \n",
       "24      15-30k      深圳  34019305   \n",
       "25      10-18k      深圳  31729167   \n",
       "26      12-20k  深圳-南山区  55704885   \n",
       "27  20-40k·16薪  深圳-南山区  56873417   \n",
       "28  12-20k·13薪  深圳-福田区  52669147   \n",
       "29      18-25k  深圳-宝安区  44493189   \n",
       "30      10-11k  深圳-宝安区  56740677   \n",
       "31      10-15k  深圳-南山区  37140805   \n",
       "32        5-7k  深圳-南山区  36791449   \n",
       "33      10-15k      深圳  41160249   \n",
       "34  13-24k·15薪  深圳-南山区  54678135   \n",
       "35  25-30k·13薪      深圳  44100127   \n",
       "36      12-25k  深圳-坪山区  48271787   \n",
       "37      10-15k      深圳  54233049   \n",
       "38       8-20k  深圳-南山区  33450391   \n",
       "39      10-15k  深圳-龙华区  37195939   \n",
       "\n",
       "                                       job.dataPromId job.jobKind  \\\n",
       "0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1   \n",
       "30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1   \n",
       "36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "\n",
       "   job.refreshTime  ... recruiter.recruiterTitle  \\\n",
       "0   20220216165525  ...                       人事   \n",
       "1   20230302102021  ...                       HR   \n",
       "2   20220516180023  ...                     副总经理   \n",
       "3   20230302101942  ...                       HR   \n",
       "4   20230302101853  ...                       HR   \n",
       "5   20220610170832  ...                   行政人事助理   \n",
       "6   20230403142549  ...                       HR   \n",
       "7   20230419094818  ...                   人力资源经理   \n",
       "8   20230419094818  ...                   人力资源经理   \n",
       "9   20230418143242  ...                     HRBP   \n",
       "10  20230418143242  ...                     HRBP   \n",
       "11  20220629135755  ...                       HR   \n",
       "12  20220526094603  ...                       人事   \n",
       "13  20220628103155  ...                     HRSM   \n",
       "14  20220831112759  ...                 综合管理部负责人   \n",
       "15  20220406093504  ...                     行政人事   \n",
       "16  20230419090541  ...                       人事   \n",
       "17  20230412163304  ...                       人事   \n",
       "18  20220422153829  ...                   人力资源经理   \n",
       "19  20230419083416  ...                     招聘主管   \n",
       "20  20230314164218  ...                     招聘经理   \n",
       "21  20230404145146  ...                      HRM   \n",
       "22  20230306140836  ...                       HR   \n",
       "23  20220929184405  ...                            \n",
       "24  20201203181947  ...                     招聘经理   \n",
       "25  20230418120737  ...                            \n",
       "26  20230407143743  ...                            \n",
       "27  20230310162809  ...                       HR   \n",
       "28  20230227174219  ...                     招聘主管   \n",
       "29  20230317103822  ...                     猎头顾问   \n",
       "30  20230417102821  ...                     商务专员   \n",
       "31  20210430140724  ...                       HR   \n",
       "32  20210309162245  ...                            \n",
       "33  20210718114407  ...                       HR   \n",
       "34  20230221141831  ...                 HRBP（招聘）   \n",
       "35  20230306111458  ...                     猎头顾问   \n",
       "36  20220331154158  ...             人力资源伙伴(HRBP)   \n",
       "37  20221122135444  ...                     招聘专员   \n",
       "38  20201113162703  ...                            \n",
       "39  20210514094908  ...                            \n",
       "\n",
       "           recruiter.recruiterPhoto             recruiter.recruiterId  \\\n",
       "0   5f8f986779c7cc70efbf36c008u.jpg  dacd6a5aa3f238c18b38d6f56093b2cd   \n",
       "1   5f8f9865ea60860b75384fa508u.jpg  a0de5b1c2c8d3ef5907deb1234888218   \n",
       "2   5f8f98698dbe6273dcf8516008u.jpg  f3fccda4a40cd53716f492b568937544   \n",
       "3   5f8f9865ea60860b75384fa508u.jpg  a0de5b1c2c8d3ef5907deb1234888218   \n",
       "4   5f8f9865ea60860b75384fa508u.jpg  a0de5b1c2c8d3ef5907deb1234888218   \n",
       "5   5f8f9863f6d1ab58476f246a08u.jpg  bccdcf28c19c0bdfb75d2e35d43ed7ed   \n",
       "6   5f8f9868f6d1ab58476f24a008u.jpg  44706fecba67ac787f1c87234ea5d452   \n",
       "7   620b0b321cd3cd37445a7c6301u.png  0bf0722094c925ae8c9f9862da3ad695   \n",
       "8   620b0b321cd3cd37445a7c6301u.png  0bf0722094c925ae8c9f9862da3ad695   \n",
       "9   5fffedb3c95fba5858c5013505u.png  8aa92dd412eb06e46a7c8b874d26147b   \n",
       "10  5fffedb3c95fba5858c5013505u.png  8aa92dd412eb06e46a7c8b874d26147b   \n",
       "11  62562350085cf31fd464778405u.png  58846efd49a4cba0dc8d360b67ebd199   \n",
       "12  5f8f98648dbe6273dcf8515508u.jpg  caab04b3ff64640a970ad174b7fd78f8   \n",
       "13  5f8f9865ea60860b75384fa508u.jpg  ca2016bc1c48c18244cd647a05b76b19   \n",
       "14  5f8f9863f6d1ab58476f246a08u.jpg  54ef7a66b0909406dd3537368ff8503a   \n",
       "15  5f8f9863f6d1ab58476f246a08u.jpg  60b992d7ea607ad669b29093a4d275f7   \n",
       "16  5f8f98648dbe6273dcf8515508u.jpg  e040df2a2277bc9edfc50be1acb5a8aa   \n",
       "17  5f8f98648dbe6273dcf8515508u.jpg  85f48c037234208217df1094e0e11f27   \n",
       "18  62da499af92f895ebdb8ee4e08u.png  65c6db4dcc27e7ab68c763a4e737ba33   \n",
       "19  5f8f9863f6d1ab58476f246a08u.jpg  07dcaf198f45f65574011dd329f093d7   \n",
       "20  5f8f986c79c7cc70efbf36c808u.jpg  1e22f5abc64dd260df17bb0b8af73304   \n",
       "21  5642f32c45ce13020d13d3e404a.jpg  6f6dce4e3dd155bf56fec7fff3dfa83a   \n",
       "22  5f8f9866dfb13a7dee342f1808u.jpg  50fe2f632d349f2a3c6aee9f024641f6   \n",
       "23  5d72172528021708fa36ed3207u.jpg  c4b3c15916fee55e58ec937f0a636401   \n",
       "24  5f8f9865ea60860b75384fa508u.jpg  3518d4ce443ddf9025bf53e1134c58bd   \n",
       "25  5f8f9863f6d1ab58476f246a08u.jpg  ade0801c8e79829f2f68035f26a821e6   \n",
       "26  5f8f98648dbe6273dcf8515508u.jpg  325cfab68b7093eae78eb25fb974d371   \n",
       "27  5f8f9866dfb13a7dee342f1808u.jpg  50fe2f632d349f2a3c6aee9f024641f6   \n",
       "28  5f8f9866dfb13a7dee342f1808u.jpg  0f490e3b52d7b4d209f146570e06808e   \n",
       "29  5f8fa3bddfb13a7dee343d7608u.png  a4b5617a4de6676db18c0704c63a288b   \n",
       "30  5f8f9866dfb13a7dee342f1808u.jpg  1185646b724f9912c393eccc5f8b43d1   \n",
       "31  5f8f9866dfb13a7dee342f1808u.jpg  fd7dd8f754886d774161b7e5b63b3047   \n",
       "32  5f8f9863f6d1ab58476f246a08u.jpg  e405f2bd08101e8744244a2762d194df   \n",
       "33  5f8f98648dbe6273dcf8515508u.jpg  c935e47727d33a13b284a886ab03bea6   \n",
       "34  5f8f9863f6d1ab58476f246a08u.jpg  7a3ba7d0567750c11841b2be31b0afc3   \n",
       "35  6164e54df9e37739b63b049406u.jpg  41384ea454666bcacc7bba7bbcee7e85   \n",
       "36  5f8f9866dfb13a7dee342f1808u.jpg  a922ac29509278643e470bd235d0b110   \n",
       "37  5f8f9865ea60860b75384fa508u.jpg  48e55530b04b34b40c5fa28838a5a1b2   \n",
       "38  5f8f986bdfb13a7dee342f2108u.jpg  0dba4ca61468500851830196cd0de2f0   \n",
       "39  5f8f9866dfb13a7dee342f1808u.jpg  4f8182d470d9adc9fc3522b636f71431   \n",
       "\n",
       "                      comp.compLogo  comp.compId     comp.compName  \\\n",
       "0   61a0c0e51bd4fb704ea367f707u.jpg   13115993.0       深圳市粤吉电子有限公司   \n",
       "1   61b07937d0458d53c627567e02u.jpg   12833505.0       深圳市宇超电子有限公司   \n",
       "2   61b07937d0458d53c627567e02u.jpg   13095853.0              谷越电子   \n",
       "3   61b07937d0458d53c627567e02u.jpg   12833505.0       深圳市宇超电子有限公司   \n",
       "4   61b07937d0458d53c627567e02u.jpg   12833505.0       深圳市宇超电子有限公司   \n",
       "5   61b07937d0458d53c627567e02u.jpg   12801753.0       深圳市星日电子有限公司   \n",
       "6   5d11ef199fae687d439b7b5108u.jpg   10096713.0               致远达   \n",
       "7   5fc72c10ddcaaa231891b6af08u.png    6145394.0              鼎芯无限   \n",
       "8   5fc72c10ddcaaa231891b6af08u.png    6145394.0              鼎芯无限   \n",
       "9   5bfea32574719d2aa34c7baa03a.png    8848277.0        杭州宇晔科技有限公司   \n",
       "10  5bfea32574719d2aa34c7baa03a.png    8848277.0        杭州宇晔科技有限公司   \n",
       "11  61b07937d0458d53c627567e02u.jpg   12638957.0      深圳市桑尼奇科技有限公司   \n",
       "12  61b07937d0458d53c627567e02u.jpg   13214291.0      深圳市华瑞拓科技有限公司   \n",
       "13  611f509cf19ff06005ec915502u.png    6622708.0              华大集团   \n",
       "14  61401a4453180f61ae51c33208u.png   12641515.0        东芯信息技术有限公司   \n",
       "15  61b07937d0458d53c627567e02u.jpg   13090593.0    深圳市氮化镓电子科技有限公司   \n",
       "16  61d5701e9c49ff7ec564562301u.png   12260991.0              中印云端   \n",
       "17  619e19271bd4fb704e63cf0206u.jpg   13484819.0      深圳市新展星科技有限公司   \n",
       "18  5ff41a69bebf7311a41e7a3404u.png    8397520.0              今朝时代   \n",
       "19  61b07937d0458d53c627567e02u.jpg    8921762.0              鹏源电子   \n",
       "20  5bfe93af74719d9f609aaaef03a.png     884492.0             Baidu   \n",
       "21  5bfea22a74719d2aa34c4cfb03a.png    8459795.0    深圳市盛思达通讯技术有限公司   \n",
       "22  5bfe93af74719d9f609aaaef03a.png     884492.0             Baidu   \n",
       "23  5d721a85d0e79f08cff0e3d107u.png    7951209.0              平安财险   \n",
       "24  5e0088decd52473b9414170806u.png    9413435.0      深圳虾皮信息科技有限公司   \n",
       "25  5cfe03349fae687d4388193302u.jpg    7908205.0       深圳市芯智科技有限公司   \n",
       "26  6188b8214ef2e6741ecc880e05u.png    9105087.0      深圳市普利达投资有限公司   \n",
       "27  5bfe93af74719d9f609aaaef03a.png     884492.0             Baidu   \n",
       "28  61b07937d0458d53c627567e02u.jpg    8921762.0              鹏源电子   \n",
       "29  60e2fe0bf3df194a3c48adb502u.png          NaN          某深圳互联网公司   \n",
       "30  60eeb62a5f5b8a6b840f236a08u.png   12830957.0     深圳市高维智创科技有限公司   \n",
       "31  61b07937d0458d53c627567e02u.jpg   10199029.0    深圳未来立体教育科技有限公司   \n",
       "32  61b07937d0458d53c627567e02u.jpg   12558273.0      全科科技(深圳)有限公司   \n",
       "33  61b07937d0458d53c627567e02u.jpg    9636419.0      深圳市芯晔微电子有限公司   \n",
       "34  60e65d04e2df5862a0867b0c05u.png    8697730.0              一面数据   \n",
       "35  60e2fe0bf3df194a3c48adb502u.png          NaN  某深圳电子/半导体/集成电路公司   \n",
       "36  5b45a74e8e508f32d969d7f204a.png    1619616.0            昂纳科技集团   \n",
       "37  637609360ce01330f848c72605u.png    9384361.0       深圳市注海科技有限公司   \n",
       "38  5e531d3529d83a675451c05206u.jpg    9643436.0     深圳市天河星供应链有限公司   \n",
       "39  5fc72c10ddcaaa231891b6af08u.png    6145394.0              鼎芯无限   \n",
       "\n",
       "   comp.compIndustry  comp.compScale  \\\n",
       "0        电子/半导体/集成电路          50-99人   \n",
       "1        电子/半导体/集成电路           1-49人   \n",
       "2        电子/半导体/集成电路          50-99人   \n",
       "3        电子/半导体/集成电路           1-49人   \n",
       "4        电子/半导体/集成电路           1-49人   \n",
       "5                互联网                   \n",
       "6        电子/半导体/集成电路           1-49人   \n",
       "7        电子/半导体/集成电路        100-499人   \n",
       "8        电子/半导体/集成电路        100-499人   \n",
       "9        电子/半导体/集成电路        100-499人   \n",
       "10       电子/半导体/集成电路        100-499人   \n",
       "11       电子/半导体/集成电路           1-49人   \n",
       "12             批发/零售           1-49人   \n",
       "13              生物技术     5000-10000人   \n",
       "14       电子/半导体/集成电路          50-99人   \n",
       "15             批发/零售           1-49人   \n",
       "16       电子/半导体/集成电路          50-99人   \n",
       "17       电子/半导体/集成电路          50-99人   \n",
       "18               新能源        500-999人   \n",
       "19       电子/半导体/集成电路        100-499人   \n",
       "20               互联网        10000人以上   \n",
       "21               互联网          50-99人   \n",
       "22               互联网        10000人以上   \n",
       "23                保险        10000人以上   \n",
       "24               互联网     5000-10000人   \n",
       "25       电子/半导体/集成电路        100-499人   \n",
       "26              整车制造          50-99人   \n",
       "27               互联网        10000人以上   \n",
       "28       电子/半导体/集成电路        100-499人   \n",
       "29               互联网          50-99人   \n",
       "30       电子/半导体/集成电路           1-49人   \n",
       "31             计算机软件        100-499人   \n",
       "32       电子/半导体/集成电路                   \n",
       "33             批发/零售           1-49人   \n",
       "34               互联网        100-499人   \n",
       "35       电子/半导体/集成电路        100-499人   \n",
       "36              通信设备      2000-5000人   \n",
       "37       电子/半导体/集成电路          50-99人   \n",
       "38       电子/半导体/集成电路        100-499人   \n",
       "39       电子/半导体/集成电路        100-499人   \n",
       "\n",
       "                                   comp.link comp.compStage  \n",
       "0   https://www.liepin.com/company/13115993/            NaN  \n",
       "1   https://www.liepin.com/company/12833505/          融资未公开  \n",
       "2   https://www.liepin.com/company/13095853/            NaN  \n",
       "3   https://www.liepin.com/company/12833505/          融资未公开  \n",
       "4   https://www.liepin.com/company/12833505/          融资未公开  \n",
       "5   https://www.liepin.com/company/12801753/            NaN  \n",
       "6   https://www.liepin.com/company/10096713/            NaN  \n",
       "7    https://www.liepin.com/company/6145394/            NaN  \n",
       "8    https://www.liepin.com/company/6145394/            NaN  \n",
       "9    https://www.liepin.com/company/8848277/            NaN  \n",
       "10   https://www.liepin.com/company/8848277/            NaN  \n",
       "11  https://www.liepin.com/company/12638957/          融资未公开  \n",
       "12  https://www.liepin.com/company/13214291/            NaN  \n",
       "13   https://www.liepin.com/company/6622708/          创业板上市  \n",
       "14  https://www.liepin.com/company/12641515/          融资未公开  \n",
       "15  https://www.liepin.com/company/13090593/            NaN  \n",
       "16  https://www.liepin.com/company/12260991/            NaN  \n",
       "17  https://www.liepin.com/company/13484819/          融资未公开  \n",
       "18   https://www.liepin.com/company/8397520/            NaN  \n",
       "19   https://www.liepin.com/company/8921762/            NaN  \n",
       "20    https://www.liepin.com/company/884492/           美股上市  \n",
       "21   https://www.liepin.com/company/8459795/          融资未公开  \n",
       "22    https://www.liepin.com/company/884492/           美股上市  \n",
       "23   https://www.liepin.com/company/7951209/            NaN  \n",
       "24   https://www.liepin.com/company/9413435/            NaN  \n",
       "25   https://www.liepin.com/company/7908205/           港股上市  \n",
       "26   https://www.liepin.com/company/9105087/          融资未公开  \n",
       "27    https://www.liepin.com/company/884492/           美股上市  \n",
       "28   https://www.liepin.com/company/8921762/            NaN  \n",
       "29                                                      NaN  \n",
       "30  https://www.liepin.com/company/12830957/             其他  \n",
       "31  https://www.liepin.com/company/10199029/            NaN  \n",
       "32  https://www.liepin.com/company/12558273/            NaN  \n",
       "33   https://www.liepin.com/company/9636419/            NaN  \n",
       "34   https://www.liepin.com/company/8697730/            NaN  \n",
       "35                                                    融资未公开  \n",
       "36   https://www.liepin.com/company/1619616/            NaN  \n",
       "37   https://www.liepin.com/company/9384361/            NaN  \n",
       "38   https://www.liepin.com/company/9643436/          融资未公开  \n",
       "39   https://www.liepin.com/company/6145394/            NaN  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(data_liepin['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2d26aa47",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "682a647e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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